Introduction: The Data Imperative in the 2030s The relentless surge of data in the digital age has transformed industries and fueled innovation. Extracting valuable insights from this vast ocean of information requires robust data collection techniques. Python, with its rich ecosystem of libraries and frameworks, has emerged as the go-to language for web scraping and